{
 "cells": [
  {
   "cell_type": "markdown",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sample notebook to interact with NanoVNA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "cd python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from nanovna import NanoVNA\n",
    "#reload script\n",
    "# %run nanovna.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create instance and connect to the device\n",
    "nv = NanoVNA()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "nv.set_sweep(1e6, 300e6)\n",
    "nv.fetch_frequencies()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "s11 = nv.data(0)\n",
    "s12 = nv.data(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nv.logmag(s11)\n",
    "nv.logmag(s12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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WCjYOis4rHrRxUIz+aA4Gdy6eyPAcm27n3Qeq1jkMZSwWgRDqag6BVNbeurJGb9kN6s4rHrRxUIx4KqTDGZZt466lk3hzzwlvczlNVIai5mAG7BaLsnfYgVTW0PCQlDKubCVV5xUP2jgoRn81B4N7lpVjt1j4n/cOJ2NYGcFQqnMwE1aLUPYOO7DYT+j4gv/tTXMIXwjITGjjoBjxVkiHM6ogh4/NG8cLHzRwpq07GUMzPdpzUBObRUQ0r1OFWOtBB2ck9Z6tpOa84kEbB8UYqOcA8A/LK+h2eXh6w9FEDysj0NlKamK1qus5OGO0wgjNSIrePiP8OLOhvyWK4fbdQQ0k9DFlVAHXTB/F7zcejbne71BGZyupic0ilI3Nxyp0C6mC7iWs5NRhJU2i8HsOA8yo+cLyyZxt7+EvHzYkclgZwVCrkDYLNotF2di8M0bL7uDxxurKGu1xZkIbB8UYSLZSMIsqRjJ7QhGPra039YmZDNyDNLya5GBV2HOIla4aagDCQ05ac9AkgcFoDuBtyHff8skcOdPByj0n+37AEEJ7DmpiswplL6KB9Rx60Ry056BJBQPNVgrm+hlljB+Ry+M6rTUEna2kJkp7DjFWdestW6k3w2EmtHFQDONkGsz1y2a1cO+ycjYfOcuOBt1SwyBQ56BPe5WwK6w5xEpl7U101p6DJim43B5sFjHo9tt/v3ACw7JtuiguCCMWrB0HtVDZc3DGaJ/Ru+agPQdNEnB7ZEJ6/xTk2Pn7hRN4bUczza2dCRiZ+XF5ZEIMryaxqKw5uAeiOQRnMila3BcP2jgohvcClpiP5d5l5Xik5Kn1uigOvF9orTeoh8rtM/xFcP0odHPr9Rw0ySCRF7AJI/O4YeZo/rTpKO3droQ8p5kxPAeNWtgsIuoazSoQqy23zlaKEyHE40KIFiHErqBtI4UQK4UQB32/R/i2CyHEL4QQdUKIHUKIeYkYQ6bg8ngSegH7/GUVXOhy8cIHuihOew5qYrNYlL2IxqpzcAZnK/WyTKj2HOBJ4Iawbd8CVkkppwKrfP8D3AhM9f3cB/w6QWPICBJ9AZs3cQSzJxTx5PojeEx8oiYCl8eDzaqdZdVQWXMYfJ2DmvOKh4R8U6SUa4CzYZtvBZ7y/f0UcFvQ9qell41AkRBiTCLGkQm43IkNfQgh+Nyl5Rw+3c7qg6cS9rxmRHsOaqJytlLM3kru2Aagt6Z8ZsKWxOcuk1I2+/4+AZT5/h4HHA86rsG3rZkwhBD34fUuKCsro7a2NmmDTRdtbW0h82ps7sbZ407oXPM9kqJswc9e+RDRnJOw542H8Pmlk4bGbtzOxL63Ks0vGaRifufPdnG+S6blfexrfhfbOwC4EHbc7tOBxpZNJ06G7Dt2PNAyf8/efdS2mXOFxmQaBz9SSimE6LcJlVI+CjwKsGDBAulwOBI9tLRTW1tL8Lz+2ryV5p5WEj3Xz8mD/GzlASbMWEBl6bCEPndvhM8vnbx8cht5HWcTOh6V5pcMUjG/Z49/QOfpdhyOy5P6OtHoa372Daugs4ucnLzQ4/a3wJb3ASguKcXhmO/f9ebZHYiG40gJk6dW4VgyKUmjTy7JDMCeNMJFvt8tvu2NwISg48b7tmlIXujjzkUTybJaeHr9kYQ/t1nQ2UpqYlVYczBSWZ39rHPIsVm9x+k6h6i8DNzj+/se4KWg7Xf7spaWAK1B4achT6KzlQxKC7L5yOyxvPBBAxe6nAl/fjOgNQc1sSlc5+BPZY3RIsMioqe5ZtstIceZkUSlsj4DbACqhRANQojPAz8GrhVCHASu8f0PsAKoB+qA3wFfSsQYMoVkXsDuXVZOe4+bF7YMzbRWr+HV2UqqYbUIZRfFccdIZTUMQo7dGjVbKdtmCTnOjCREc5BS3hlj19VRjpXAlxPxuplIMkMfl4wvZMGkETy14Qj3LivHMsTuorXnoCYqew5GOClWumqO3Ro1WynbF1Ya8p6DJnEk+wJ2z7Jyjp7pGJJpra4E9a3SJBab1aLsRTSQyhp9QZ9smyVqO+9M8By0cVAMpzu5oY/rZ4ymtCCbP2wYev2WtOegJl7PQT3hVkrpD3eFX+QNg5Bti6zudnskdqvWHDQJJtkXsCybhTsXTuCd/S0cP9uRtNdRkUQXGGoSg1XR3krB1/VYmkO2LbrmYLcK7Fahu7JqEkcqQh93Lp6IRQj+uOlYUl9HNbTnoCY2RSukjbUchIitOWTbo3sOVotQuttsPGjjoBjuFOTijynM5drpZTy/5ThdTnffD8gQdLaSmlgVbbznF51tVtweiTeXxkvAc4jUS7weqgWbRV0tJR70N0UxXG6JNQUXsLuWTuJsew8rdg6dEhPtOaiJXdEiOCONNcceKS67gsNKEWK19hw0SSAVngPAsspiJpfm8/uNQ0eY1hXSamK1CDwS5boGG2msOfbItFTDIEQTpL3df4UvXKae0YsXbRwUw+XxYE1BuqUQgruWTGLrsfPsamxN+uupgPYc1MQw2KqFYIIL3SDMOARpDtHEau05aBJOqjwHgI/NG0+O3TJkhGld56AmRhhVtQupM8g7gNAWGsHZSpGeg/c7rPIKd/GgjYNiuFJ4d1uYa+cjs8by8rZG2obAMqLeOzp9yquG3Wp4DmqFYCI9h8i1obOslqgLAVktQunivnjQ3xTFSKXnAN601vYeN69sb0rZa6aLZDU11AwO42ZIPc8htiDt9nh8BiAydOT1HCzKpujGizYOiuFK8d3t3AlFTBtdwJ+GQGjJ7daag4qorjkYfZKcYZqD1Qgd9ao5qOUN9QdtHBQj1Z6DEII7F01kZ2MrOxsyW5jW2UpqYtwMqRafNzQHv+cQrDn4qu2tFkuUdt4e3z6tOWgSiMvtSfnd7W1zx5Fjt/DM+5ntPehsJTUJeA5q3WW7+tAcbL6wUoTn4JYxQ05mQhsHxUi15wBeYfqWWWN5aWsj7RksTGvPQU2MDDLVLqRGSCgnSvttt0dis1qipqsaWXFWXSGtSSQuj0xJnUM4dy7yCtMvZ7AwrbOV1MSqqOYQLkgHh4hCNYcY2Uq6zkGTSNJ1dztvYhHVZQU8uzlzQ0tG5apGLWyKag7hqazh2UqGrhBe3W1kK3lXuFMrVNYftHFQCCll2u5uhRB8csF4tje0cuDkxZS/firQmoOaWBXVHPxFcDE0B8M7AHCHNeWzWrwtu7XnoEkIxolkT9MF7Pa547BZBH/ecjwtr59stOagJnZlNYdA51WIojn4spWCjwVjwS6tOWgSiHEipUNzACgels1V00bx4tZGU7vD0fB4JFKiPQcFUV9z8HkOUTSHQHV3pOegNQdNwjBOpHTe3X5ywQROt/VQuz+z1ph2KfDeaqJjU7S3kssTVucQ1pXV0BUgUAMhpfR7qFZdId07QogjQoidQohtQogtvm0jhRArhRAHfb9HJHscZsDvOaQxo8ZRXUrJsKyMCy25FXhvNdExLrCqeat+QdoWqTm4wzQHY59hC6y+9hm6QrpvrpRSzpFSLvD9/y1glZRyKrDK9/+QRwXPwW61cPvccbyzr4XTbd1pG0eiMb682nNQD1XrHIywUnaMVFajlgECY/efZ1btOQyUW4GnfH8/BdyWpnEohXFipTsu/skFE3B5JH/b2pjWcSSSgOegjYNqqNtbyft9zI2ynkOk5yD924FADYRi6bn9wZaC15DAW0IICfxWSvkoUCalNNanPAGURXugEOI+4D6AsrIyamtrUzDc1NLW1uaf19ku78l46OABarsOp3FUUFFo4cnV+6h0HUWIgV9Qg+eXTi50e7+k9YfqqHUlbvU7VeaXLFIxvyOt3nXMt23fgWhOxSUpQG/z233MCcD+PbsA2LFrFzmn9wFw+kwnbgkHD3j/X7d+A6V5Fjqc3vPsSH09p9s8tHe4TXt+pOKTuExK2SiEGAWsFELsC94ppZQ+wxGBz5A8CrBgwQLpcDiSPthUU1tbizGv42c7oPZdaqZPw7FgQlrHdTz7CN99aTelVfOYOa5wwM8TPL90cvJCF7y7iunTqnAsnpSw51VlfskiFfPb03QBNqxles1MHDNHJ/W1wultfkfXH4E9u1k0fy68v4HqadNxzBkHwCP7NmCxwMwZE2HnNuYvXMTk0mGca++BVSuprpoCJy5y8GKLac+PpIeVpJSNvt8twIvAIuCkEGIMgO93S7LHYQb8moMCVby3zBqLzSJ4aVtmhJZ0tpK62BRd7CfQlTVaKmtYtpJfcwicZ3qZ0F4QQuQLIQqMv4HrgF3Ay8A9vsPuAV5K5jjMggrZSgYj8rNwVI/i5e1Npj7BDYxUQxXeW00oqi72E+jKGm2xn740B73YT1+UAe8JIbYDm4HXpJRvAD8GrhVCHASu8f0/5FEhWymY2+aO5eSFbjbWn0n3UAaNzlZSF7vivZWyo3RldXkk9t6ylWKs9WAmkqo5SCnrgdlRtp8Brk7ma5sRVbKVDK6ZXsawbBsvbm3k0ikl6R7OoNDZSupiVTaV1eitZLTP6K3OIUq2UpS1HsyE9rEVwrhzUuXuNsdu5caZo3lj1wm6nO50D2dQaM1BXYzPxKmY5uD2SCwCsqwx6hxCNAePfzsE1zmoNaf+oI2DQrgUvLu9be442rpdvL33ZLqHMii056AuqmoOTne4AehFc3BHeg52rTloEkVAc1DnY1kyuZiy4dn8bau5FwEKvqPTqIW6moN3/Q+74TmEaA6B9Ry8x/o0hyDv32qxIMPWejAT6lyFNCGl96pgtQhunTOO2v0t3hxuk+L26zn6lFcNdTUHGWIAXEG9n4LXiYZIzcFmsUTsMxv6m6IQqmUrGdw6Zywuj+S1nc19H6woquk5mgDqts/wrhMdbXx99VayWiO9CrOhjYNCqKg5ANSMGc7k0nxWmNg4aM1BXaLdmauAEToSIrKgLXwluEjPIbJjq9nQxkEh3G71NAfwLiF6yyVj2Fh/hlMXzdmpVWcrqYuqnoMRVgIiOqxGrOcQlq1kjaJHmA21rkJDHFU9B4CbZ43FI+GN3SfSPZQBoT0HdYl2Z64CRlgJ8HVYjb/OwWYJhKOcignt8aKNg0Ko1FspnKqyYVSW5rNihzlDSy6Pml6ZxouKax8Ya0FDFM/Bt9qbYTzCeytZo+wzG/qbohCqVUgHI4Tg5llj2XT4DC0Xu9I9nH7jVvi91UTemauA2yc6g3cRrPjqHILbZ2jNQZMgVM1WMrhl1hg8Et7cZb7Qkq5zUBs1PQfp9zSDxxe+TjRE1jkEGw7tOWgGjcqaA0BVWQFTRg3jVROGlrTmoDbhd+YqYBTBQahnE75ONETRHKzBnoNa84oXbRwUQsUK6XBuvmQMm4+cNV1oSdc5qI2KnoPhHQAhgnn4OtEQpbeSRfi/x6oZvXhR9yo0BFHdcwC4edYYpIQ3TBZa0p6D2tgswn+BVQWnL10VvJ5N9FqG0NYawes5GOeaUzEtJV60cVAIw21V+e62qqyAqaOG8ZrJQks6W0ltrBahYG+lgCAd6jkE1TJYQwXpUM9Baw6aBOG/61BcNL1+xmi2HD1nql5LOltJbVRcNc3p658E3vEZHoDbHWkAAp5D4DzTvZU0CcMsVbzX1pTh9kje3W+epb/N8t4OVWxKCtLS35HVZo3iOVh7Wc9Baw6aRGKWuPgl4woZVZBtqjUezOKVDVVsCi6M43R7/N9FqyW65mAVsVeCC/SM0sZBM0iMk8iueFzcYhFcPb2M1ftP0e0yxwpx2nNQG1XbZ9iDU1n93kEgdGSxCCwi2noOgZbdqs0rXtS+Cg0x3B4PQngvvqpzXU0Z7T1uNtafTfdQ4sIsXtlQxRvTV+siaiwFCqGCeXhatC2KV2G16gppTQIJzqtWnaWVxeTarazcY46UVpeiHW81XlT0HIJ7K9mjaQ5RayCiiNWKGb14Sds3RQhxgxBivxCiTgjxrXSNQyWMfi1mIMdu5fKqEt7e04KU6p/8hmBokrd3yGGzWpS7ww5NZY2mOQR3bI3MVtIV0gNACGEFfgXcCNQAdwohatIxFpUIdmPNwLU1ozlxoYvdTRfSPZQ+MbwyIbR1UBGbkp6D9K/0FktzAG8IKWI9BxFYe1q1ecVLuq5Ei4A6KWW9lLIHeBa4Nfk15TYAACAASURBVE1jUQYzeQ4AV1aXYhGwco/6WUtme2+HGlYFNQe3x+MXpK0h3kG45iBCvAqLTzc0u+ZgS9PrjgOOB/3fACwOP0gIcR9wH0BZWRm1tbUpGVwqaWtr88/r2PFuPG6XqeY5pcjCi5sPMdfeFHV/8PzSyZGj3QjpSfhYVJlfskjV/FrPd3GhW6b8vextfl09TpqbGqmtPc25M11caPeeP3XnvRl6e3bvxNayF5fTyfHGJmprz1B/uAcLUFtbS0uH1yjs2r2HwvMHUzSjxJEu4xAXUspHgUcBFixYIB0OR3oHlARqa2sx5vXm2R3knm/BTPPcLw7xf17fR9WcxYwtyo3YHzy/dFJ7YTdZJxsSPhZV5pcsUjW/Px7bgvNcJw7H8qS/VjC9zm/VG1RMmojDMZ2/NG/lbGMrDoeD/CNnYeMG5s6ZzfKppeRvfIdRZcU4HLNZ37EXe8NRHA4HDec6YM27TK2ehmPBBAA8HskT64/w9wsnMCxb6ctv2sJKjcCEoP/H+7bF5HyHM6kDUgGX2zzZSgaO6lEArD14Ks0j6R2Xx+NfmUujHio23nN5PCGhI6ehK7hjZysFZzhFq5CuO9XGD1/dY4osv3R9W94HpgohKoQQWcAdwMu9PeDkhS56XGqdPInG7ZGmq+CtKhvG6OE5rDlwOt1D6RWtOaiNai27pZS+xX6CDECY5mAPXl86SHOwBukUQMgKdx093pCUGW5202IcpJQu4AHgTWAv8LyUcndvj+lxe3ju/WOpGF7acJosWwm8y4cun1rCe3Wnlc7KMKNXNpQITgdVAeNUNrxNuzVgAMKzlWxh2UrB3oaxzaDbqY1Dn0gpV0gpq6SUlVLKh/o6Pj/Lxn+vqqO925WK4aUFt8djyrvb5VWltHY62dFwPt1DiYn2HNTGalGr8Z7RgTVa6Cg8W8lqsQQymYI7uUZpn9Hli360dmrjkDBGF+Zwuq2bJ9YdTvdQkoZZ724vm1KCECgdWjJT9flQxHtnrk7YOBA6CugHhsEIr5AOrtEIrlUKXwgIAp7DBW0cEkdelpVra8r47ep6U60j0B/Menc7Mj+LS8YVKi1Km/W9HSqo1j4jIDoHdIVIzyGo71LQeg7B3kbw8ZBaz+HN3YMTvU1jHAC+eX01bT0ufvVuXbqHkhRcHmnajJrLp5ay9fh5LnSpeUfkzTwx53s7FFBtsR/Di/EXwYVoDn15DmGaQ5CW0uXzHFJhHE63dQ/q8ab6tlSVFfDxeeN5esNRbw5xhuE2cehj+dQS3B7J+jo1Q0vac1Cb4Li9CkQzAOGrvQVnMhnGJPg8s1gEQhCSotudQs+hs2dw7fRNZRwAvn5tFQh4eKX5Kg77wmVSQRpg3qQRDMu2seagmsbBFdRETaMeNsU0B8MQ2P2hI69gbqS4ercFhOfgNaSDv8Pe+ohIzSEVxqF7kKn/pjMO44pyuXdZOX/d2sC+E+o3fOsPZvYc7FYLSyuLWXPglJJdWrXnoDaqNd4zahOMGwp7kH7g1xxidGwNvgkJ11JSGVYacp4DwJcclQzLtvFfb+xP91ASSvhdh9m4fGoJDec6OXy6Pd1DicCsmWBDBdU0h3DvwChsc3lkn5qDNUjbsoeFy4y7+W6Xx28okkXnIJ/flMahKC+LLzmm8M6+FjbWn0n3cBKGmT0HgMurSgFYq2BoSXsOamO1WJBSnfbW0aqgwXvxdxteRYxspeDvcHA7byDEICQ7nXVIGgeAz15azujhOfz49X1KhjEGgssdetdhNiYV5zOuKJcNh9Qz2DpbSW1s/jtzNXSHyCI4X58kdyzPIdB3KVxzcIWElQLzO59k49A1FMNK4F2J7J+vrWLb8fO8uqM53cNJCGb3HACWTC5m0+EzeBS5AzTQnoPa2IJi+ioQXgRnDzJekRXSob2VQjyHMM2h2xW4YCdbd+hyDVHjAPDx+eOZNrqA/3xjX9Ljd6nA5fGYrvFeOEsriznX4WT/yYvpHkoIukJabVRbUjPQPykQOgLvxb9vzSHYc7DE9Bxak9xfaUgK0gZWi+A7N9fQcK6TJ9cfSfdwBk1meA4jAZTTgrTnoDZ+z0GRWgdDRLYHGQDwNsfstbeSR/p1Cu8+EdKVtcvpJsfu3Z9sz2HIag4Gl00t4eppo/jVO3WcGWRFYLpxus1/ARs/Io8JI9XTHXSdg9pYfRdUpyKaQ6R30JfmELvOIaS3kstD2fAcIBXGYYjVOUTjwZum0+F08/O3zV0YlwmeA8CSimI2HT6rlO7g9phb7M90VNMcnP46B1+2Uojm4M1IEiKytUZ4tpK3nXdonUPpsGwgBZrDUA4rGUwZNYzPLJ7InzYf46Bise7+EJ4jbVaWTC6mtdPJvhPqfBausC+tRi2i9SFKJ+GCdLjmEO4dBK/nYA0RpMM0B5eHvGwbBdk2LUinin+6poq8LCs/fn1fuocyYMLvOszKkspiADYopDu4MyBkl8lEW/sgnUS0yDA0B7fE7Y7MSIqVrRRe+d3tdJNts1CYZ09+nYP2HLyMzM/iy1dOYdW+FtYfUq8IKx7MXiFtMK4ol4kj85QSpXW2ktpYo6x9kE4ii+AC60FH9xx8mkNYrVL48qfdLg85diuFuXYtSKeSe5eVM64olx+t2KtUvDtevJkOmXEBWzq5mE31Z/AoUqCos5XUJlCBrIogHVYEF1bnENxa32a19OE5hGUr2SwU5tqTXwSnjUOAHLuVb15fza7GC7y0vTHdw+k3maI5ACypHMmFLhfHL6ryZdeeg8qopjkEUlkj22f06jl4ZEitktUi/CEq8HoO2XZL0j0Hl9sT8roDITOuREF8dPZYLhlXyE/e2G+6wrhMyVYCrygNsO+sGsZBZyupjWqag99zCBOkXW6Jy+2J0ByMdt7xZCvl2JIfVuoaZLtuyEDjYLEIvn3TdJpau3jcROtNe0+szAl9jCnMpbw4j71n1DDQLo9H1zkojGqagzOsCM7QHoyW3eGeg7GvtwppKaWvCC75xmGwYjQk0TgIIX4ghGgUQmzz/dwUtO9BIUSdEGK/EOL6RL/20spirpk+ikfePTTopfJSRXjVZSawZHIxB865ldB/MsnwZiKBsJI6niYE6hysQZpIeIgy2LD1pjm4PBKPhGybheG5dnqS2LY7Ec+bbM/hYSnlHN/PCgAhRA1wBzADuAF4RAhhTfQLP3jTdLqcbh5eeSDRT50U/FWXGXR3u6hiJB0ulOizpDUHtQmuI1CB8K6swZpI355DePsM75yMC7bhOUDyCuEGm6kE6Qkr3Qo8K6XsllIeBuqARYl+kcrSYXxmySSe2XyMAwpcnPoiEz2HheXePkubD59N6zg8HomUaM9BYexBi+moQHgRnC3IOwhv/24NMxyxNAej6V6O3UJRXnKNQyI8B1sCxtEbDwgh7ga2AN+QUp4DxgEbg45p8G2LQAhxH3AfQFlZGbW1tf168QU5kuet8M+/X8f/WpAzgOEnn7a2Nmpra2l3ek+gw/X11HqOp3lUiUFKyYhsyaub9zGp50jaxmFccI4dPUJtbVNCn9v4/DKVVM2v/rz3YrZ1+3Y8Tcm+LAWINb8Dh3oAWPfeWuwWQaMv627Hrl2cbHHR2SX9j6s/6r3Ar177Hm6P5Pixo9TWepcROHOqi4ttHmpraznd6X2Ow4cO0prjNS616zfTNCLhgRP2n02zcRBCvA2MjrLr34BfAz8EpO/3T4HP9ef5pZSPAo8CLFiwQDocjn6P8URuPf/x2l4YU4OjelS/H59samtrcTgcnG3vgVUrmVY1Fcey8nQPK2FM2/EGdW02rrjiCn8vmlTT2eOGt95gamUlDkdlQp/b+PwylVTNr6SxFTa+R82MS3DUlCX99QxizW+76yAcPMDVDgcWi+DQqTZYt5rqadPZ09mIp70Hh+MyABo3HYW9u1iweAm8+w5TJlfgcEwF4KWT22jqOYvD4aCupQ1Wr2b2zBoqSvL5v1vWMbl6ZnLmu78FNr8/qKcYVFhJSnmNlHJmlJ+XpJQnpZRuKaUH+B2B0FEjMCHoacb7tiWFu5eWU16cx0Ov7VVG7IqGKyzGmSlUjbBy6mI3R850pG0MRlpiJoXsMg2rYoK0y+NBCG/2I8SnORjrQ4fXObh70RySVQintCAthBgT9O/twC7f3y8DdwghsoUQFcBUYHOyxpFls/DgTdM52NLGM5uPJetlBo0rAzUHgOqRXpd58+H0tdIwYr6ZZngzieAiMxVweaS/AA4CWUtuj8TlDt1nCNDGKm/B32F7UMdWw3hk+yqkYegK0v8lhNgphNgBXAl8HUBKuRt4HtgDvAF8WUqZ1GT462rKWDq5mJ+tPJD01ZcGSqZewMbkC0bmZ7H58Lm0jcFveDMoEyzTCL74qoDL7YnqHRjpqlE9B2fo6nHevwOCdHeQ51CQk2xBWuEiOCnlXVLKS6SUs6SUH5VSNgfte0hKWSmlrJZSvp6sMRgIIfjuLTW0djr571VqrvmQqRcwIQSLykey+Yj2HDSxUc1zcLpDF4cKpNp6IgoqrWFhpdA6h0ARnNFCO8duxWoRFOTYktaZVekiONWoGTucv184kac3HPEKQ4rh9kTedWQKCytGcvxsJ03nO9Py+pkassskgi++KhC+3GdIy+6YmoP3ghy6nkOw5xAIKwFJrZJWPaykHN+4ropcu5Ufrdib7qFEkMkXsMUV3nqH94+kp97B7e/NP6ROd1MRfPFVAZcnLKwUrDlEVEiHhpXCK6SNhIhgzwGgKC95xqHL6WawyYFD6ttSMiybr1w9hXf2tbD6wKl0DycEo4oyE43D9DHDGZZtS1sxnM5WUh/1NAfp76sEfWgO1rBspfCFgNyRRXCQZM+hx02ufXD1E0PKOADcs8yb2vrDV/f4S+RVwJ2hmgN4vyDzJ41Im3HQmoP6WBXTHKK13gZv2MvpDq+QDstWsoZ7Dt6OrYYgnW3zXrSTaRy6XNo49Jtsm5Xv3FxDXUsbv99wNN3D8ePvrZShoY9FFSM52NLGmTQ0QszkkF2mYFNMc4hIZY1Dc+iKkq1keEQeGWijnRrPweMPXw2UzLwS9cHV00exfGoJD799IC0Xq2hkYm+lYJZMTl+fJe05qI9VNc0hLJVVCOEXl2NqDlHqHIK7uXaFeQ7Dc+20djiRSVgt0dsafHCX9yFpHIQQfO+WGjp63PxMka6t4csSZhqzxheRl2VlQxrWlc7UNOFMIrizqQp4U1lDL4/GetB9VkjH6Nja7fJgtwr//sJcOz1uT0JqEsLpdLrJzdKew4CYWlbAXb6urXuaLqR7OBnvOditFhaUj2TDodQbh0xOE84UVNMcwld0A59+4Pat5xCsK/iMSLRspeB5GavAGSSzSloL0oPk69dUUZhr599f2Z0U164/uIZA6GPp5GIOtrRx6mJqQ3mZnAmWKQghQhbGSTfhBgAC4nJ/6hz8noNb0uX0kG1PjXHocrm15jAYCvPs/PN11Ww6fJYVO0+kdSxu/wUscz+SpZXedaU3pji0pDUHc2CEbVQgvH8SeD0Eb2+l6Os5BCqkg/b5vAqnx0O3y+0vgAMoys0Ckuc5aOMwSD61aCLTxwznRyv2JqTkfKBkuuYAMHOst94h1bqDzlYyB7agmoB0E14EB/FoDr14Dh5Jt9MTIhIn1XNw6rDSoLFaBD/4SA2N5zv57ZpDaRvHUBBNbVYLiypGsjHFuoP2HMyBcWeuAjHDSlE0h4gKaWukcXC5fZpDP8JKHx47R49rYGG2Tm0cEsPiycXcPGsMv1l9iMY09f8ZKhewpZOLqT/dzskLXSl7zYDnoE93lQluNZFuXO7INceNJT8jlgL1F8FFyVayhmYrBYeVejMOdS1tfOyR9fzlw4YBjb/L6dHZSoni2zdNB0hb36WhIpoaukMqs5bcQyBklwkEN6lLN063JyKV1Wax4PTVOYS05bYaRXDR6hwCa0+Hew4FOTaEiG4cjNDrrsbWAY2/06k1h4QxriiX+6+o5LUdzSkXTGHoeA7TxwxneI4tpcZhKITsMgGVNIdw7wC8301n1Lbc8dU5hGcQWSyCguzobbs3+a5B+09cHNDYe1weXQSXSL54eSXjinL591f2pPwOZqiEPqwWwaKK4pSK0kPF8Jodq1WhbCVPZBGczSL8nVXDm+tBcIV0ZCaTy+Oh2xkaVgJvxuT5jp6QbVJKNvk6Cew/ebHfafaGB6M1hwSSm2Xl2zdNZ2/zhZQvKTqUQh9LK4s5drYjZfrOUAnZmR170MI46cbl8YR0ZQWv5xmrLTf07jm43JGeA3gjFvvCvIPDp9s5dbGbmjHDudjloqm1f/qcsZaD1hwSzE2XjGZxxUh++tb+lC4panwp7EMg9LF0cmp1B+05mAOrSkVwbhklldUSc0EfiKdCOjLUc/2M0ew7cZG6loCBMLyGe5ZNAmD/if51cOhyhq4bMVC0cQhDCMH3PzKD1k4nD7+dur5LQ+kCNm10AcX5Waw9mJo1NYZKyM7sWBXSHGKGlaJ6DqEtu4O/w/agdSq6nW5/0z2Dmy8ZgxDwynb/Kspsqj9DybBsbpg5BiDCs+gLbRySSM3Y4dy5aCK/33iUAyf7LwgNhKF0AbNYBFdUl7L6wKmUaDtDKWRnZmwqaQ7u6L2V/JqDNVJX8FdIR6mBcHk8dLk8ZId5DqOG57C4YiSv7mhCSunXGxZXjKQw187Ywpx+i9KdPd5xaM0hSXzjumrys6z88NU9Kem7NJQ8B4Arq0dxvsPJtuPnkv5aukLaHFiV0hyiFMHFqTnYYqwD0ePyhDTeM/jI7LEcOtXO3uaLNJzrpLm1i8W+FvdVowv6bxxUEKSFEJ8UQuwWQniEEAvC9j0ohKgTQuwXQlwftP0G37Y6IcS3BvP6yWRkfhZfv7aKtQdP8/belqS/3lATTS+fWorVInhnX/LfW7/hHQJ6jpmxK6Y5RKayWqKKzhaLQAj8K71F0xw6e1wAEZ4DwI0zx2C1CF7d0eRPo19c4dXlqkcXcOhUW79WrQwI0ulNZd0FfAxYE7xRCFED3AHMAG4AHhFCWIUQVuBXwI1ADXCn71gl+cySSUwZNYz/eG2PP56YLNweD0J4T7ShQGGenfkTR/DuvuTrDtpzMAdqaQ7RiuBEVAPg32cYDmukHtHW7dMBongOI/OzuHRKCa/saGJj/VlG5NmZOmoY4NXnnG5J/an2uMeuhOYgpdwrpdwfZdetwLNSym4p5WGgDljk+6mTUtZLKXuAZ33HKondauG7t9Rw9EwHT6w7ktTXCl9daihw5bRR7Gm+wIl+pur1l6EWsjMrRnsKFYj2fQwxAFEK5LqjFMgZx7V3ez2HWBfsj8waw/Gznby2s4mF5SP9N4nVZcMBb71DvCTKONgG9ejYjAM2Bv3f4NsGcDxs++JYTyKEuA+4D6CsrIza2trEjjJO5pRa+flb+xjddZSi7MTKNG1tbdTW1nL4aA9CyrTNMVkY84vGsIveL9NvX17LFRPsSRtD3SFvkdG6tWuwiMQaiN7mlwmkcn6t57vocKb2OxBtfh4pkRIajh2ltjaQRXT2TBc9vvDO/n17qT1/MOhBgbDPuvfW+mskGn3n+M693szHw3X7qe2sjxhHnlNiE96eSMWec/4xOT0Si4C3Nu1i+Ln4sie3Hfem4G/bsjmu42PRp3EQQrwNjI6y69+klC8N6tX7QEr5KPAowIIFC6TD4Ujmy8Vk0sx2rnt4Ne9dKOb/fnJ2Qp+7trYWh8PBmot7yGo6TrrmmCyM+UVDSsmvd71DE4U4HAuiHpMIPuzZD3V1XOlwIBJsHHqbXyaQyvn9/sj7nLzYhcOxPCWvB9Hn1+1yw5tvMKVyMg7HFP/2vzRvhZNNAMyaORPHzMBlMXv1W3T52mBc5XD4PYb6U22wbjWjxk2Eg4eYc8lMHLPGRB3Li01beHvvST597SJmjiv0b6/ctpqu7DwcjoVxzenwusOwew9XXX5ZXMfHok/jIKW8ZgDP2whMCPp/vG8bvWxXloqSfD53aQWPrq3nnqXlXDK+sO8H9RN3lP7xmY4QAse0Uby0tdG3EMrg3OBYGCGCRBsGTWJRRXOIlRwS/H94sWrw/8EPMzSHQFgpduThHx2TGZ5rY/qY4SHbq0cXsO34+bjHr3qF9MvAHUKIbCFEBTAV2Ay8D0wVQlQIIbLwitYvJ2kMCeXLV01hZF5W0lJbh6LmAHBV9Sjae9xsOZK8lNbwxVk0aqKK5hBo1BgpSBtE0xyMY4JvQgxxut23kFhvN0DzJ43kZ383J+K5p40uoOFcJ20+A9MXRqFeeB+n/jLYVNbbhRANwFLgNSHEmwBSyt3A88Ae4A3gy1JKt5TSBTwAvAnsBZ73Has8w3PsfOO6ajYfOcvruxK/pOhQvYAtm1JMls2S1JTWoWp4zYbVosZiPy53pLAM4Yv4RLbzhkijYYsQpPt/ya0e7ROl46x38LYGtwzaUx5sttKLUsrxUspsKWWZlPL6oH0PSSkrpZTVUsrXg7avkFJW+fY9NJjXTzV/v3AC00YX8KMVe/0ZAYliqF7A8rJsLJlczKq9J5NWbDhUDa/ZsFkETgXqHGK1eI/WTyn8/2htvgH/Xf9AMoimjS4A4jcOnT2DXwUOdIV0v7BaBN+7pYaGc508vu5wQp/b7ZFDtkjrppmjOXKmg50DXNikL6LlrGvUw2YRuFXQHGLUxYRUPkdZQhT69hwGEuoZV5RLfpY17gZ8iVgiFLRx6DfLppRwbU0Zv3qnjpaLicvP93oOQ/PjuHHmGOxWwcvbmpLy/NpzMAeq9FYKhJUGoDmE3YQE6hwGXntgsQhqxg5n0+GzcXnXnU43OYMUo0EbhwHx7Zum0+3y8PDKxHVtdXsiG30NFQrz7DiqR/HKjqakxJyjtUL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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "nv.phase(s12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Various plots by scikit-rf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = nv.smith(s11)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": "<Figure size 432x288 with 1 Axes>"
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     "metadata": {
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   "source": [
    "n.plot_s_deg()"
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  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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      "text/plain": "<Figure size 432x288 with 1 Axes>"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n.plot_s_db()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "outputs": [],
   "source": [
    "## read/write touchstone file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "n.write_touchstone('100mhz-lpf-s11')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import skrf\n",
    "m = skrf.Network('100mhz-lpf-s11.s1p')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "outputs": [],
   "source": [
    "## read/write by skrf network format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "n.write('100mhz-lpf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "1-Port Network: '',  1.0-300.0 MHz, 101 pts, z0=[50.+0.j]"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import skrf\n",
    "skrf.read('100mhz-lpf.ntwk')"
   ]
  }
 ],
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